Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T19:28:27.573180Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 27 inbound Pith citation observations for arXiv:2506.16499.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T19:28:27.573180Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:25:16.606463Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
51 of 51 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation eb7bb538-cd97-45bf-86d0-5ed3d2c91f05 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H
Reference 1
Source-reported events for the cited work
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Observation 6a5bf641-a685-4652-89fd-0ad71f5b8836 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Aide: Ai-driven exploration in the space of code, 2025
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1ef53d5-0fcb-45f8-87c4-cbb00f902b0b · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning R&d-agent: Automating data-driven ai solution building through llm-powered automated research, development, and evolution
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 071b0ff9-c393-41f5-8320-fbb436c7ed84 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering
Reference 4
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Unavailable: canonical work link unavailable.
Observation b7786754-0310-4180-9a02-e1ed8f8399c5 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Economic impacts of artificial intelligence (ai), 2019
Reference 5
Source-reported events for the cited work
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Observation 0d3a300d-af39-4a96-bd56-382787298203 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning The economic impact of artificial intelligence in health care: systematic review
Reference 6
Source-reported events for the cited work
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Observation ea5cc7f8-28c5-4ef2-abf6-0b1d695b9a84 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations
Reference 7
Source-reported events for the cited work
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Observation 04ebcbd1-ba8e-4753-86da-48066ab71261 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Navigating the confluence of artificial intelli- gence and education for sustainable development in the era of industry 4.0: Challenges, opportunities, and ethical dimensions
Reference 8
Source-reported events for the cited work
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Observation 7bbc7fa9-bf43-4d75-977c-13e908b0510b · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Unresolved cited work
Reference 9
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Observation 2f5ad71f-2cd8-44c2-b7c7-148fd50fbdde · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Sumers, Shunyu Yao, Karthik Narasimhan, and Thomas L
Reference 10
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Unavailable: canonical work link unavailable.
Observation b9b8954e-6ba5-4704-aeb4-4c1eb20c7cff · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Mastering the game of go with deep neural networks and tree search
Reference 11
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Unavailable: canonical work link unavailable.
Observation ced0b4ff-307c-417a-9c68-0dc4f250e87b · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning A general reinforcement learning algorithm that masters chess, shogi, and go through self-play
Reference 12
Source-reported events for the cited work
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Observation 02ae27d4-328d-4806-b66c-64212fb5109c · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Introducing openai o1.https://openai.com/o1/, 2024
Reference 14
Source-reported events for the cited work
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Observation 9e040612-b716-4ad3-a180-613b8c250a01 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning System card: Claude opus 4 & claude sonnet 4, 2024
Reference 15
Source-reported events for the cited work
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Observation a1755caf-6444-477b-8e32-beb4758b45a2 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning AutoML-GPT: Automatic Machine Learning with GPT
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23176603-0e85-4754-8e1c-b31c5931cdd6 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Deepresearcher: Scaling deep research via reinforcement learning in real-world environments, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34824cb5-de79-4e71-b5e7-f893702f40aa · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Agent laboratory: Using llm agents as research assistants, 2025
Reference 18
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Unavailable: canonical work link unavailable.
Observation d3c0549c-2cec-4c64-b31d-36f2a84fe15c · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning The ai scientist: Towards fully automated open-ended scientific discovery, 2024
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98fbea0e-2695-4211-91d1-08890414adf0 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 824bc8cf-a92d-44e2-b1bf-97ae87bf6406 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7024376-bbb0-456d-a22e-2db002f7c91d · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Dolphin: Moving towards closed-loop auto-research through thinking, practice, and feedback, 2025
Reference 22
Source-reported events for the cited work
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Observation 0afa01b9-44ab-47cb-b583-2e792599d353 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Paper2code: Automating code generation from scientific papers in machine learning, 2025
Reference 23
Source-reported events for the cited work
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Observation b99a8dae-89ab-4f5a-8bea-5100103504b9 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning The second half
Reference 24
Source-reported events for the cited work
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Observation 9f8ab69c-8756-4fcb-bf0d-79715233732b · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models
Reference 25
Source-reported events for the cited work
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Observation 97b11b4a-d09e-41ae-b669-e5c45441071b · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Tpot: A tree-based pipeline optimization tool for automating machine learning
Reference 26
Source-reported events for the cited work
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Observation d03d073e-39a7-4b63-a9b0-d3dc0066fb23 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bae256ff-f459-4750-844c-b48d3904d328 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Ml-plan: Automated machine learning via hierarchical planning
Reference 28
Source-reported events for the cited work
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Observation 6c9f445e-1760-4450-84c4-1734d1f19107 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data
Reference 29
Source-reported events for the cited work
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Observation 39160af8-64be-4002-bf2f-7b51f80fbd90 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning An admm based framework for automl pipeline configuration
Reference 30
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Observation 363e0673-da7f-48e1-92ef-00fe51327b5a · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Automated Machine Learning with Monte-Carlo Tree Search
Reference 31
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Observation e876a72d-dd33-4677-b0bf-585eb2995404 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning DARTS: Differentiable Architecture Search
Reference 32
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Observation 66500e64-32ee-4ed5-a8bc-4d59fc6afdff · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning AutoML-Zero: Evolving Machine Learning Algorithms From Scratch
Reference 33
Source-reported events for the cited work
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Observation 1fa7b327-c2f5-4687-a0ad-eb5187ecc4bc · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Learning transferable architectures for scalable image recognition
Reference 34
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Observation d24b735d-f1f3-468d-91ec-7ccd891d7a83 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Fbnet: Hardware-aware efficient convnet design via differentiable neural architecture search
Reference 35
Source-reported events for the cited work
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Observation b5c704d6-24ff-46b4-9182-2eac70da6a90 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Judging llm-as-a-judge with mt-bench and chatbot arena
Reference 36
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Observation f5fe4a12-53fe-4bb5-821c-da6272d1873c · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Re- act: Synergizing reasoning and acting in language models
Reference 37
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Observation a0cc4d1d-8afc-45d0-a26e-d98751e73f6f · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Qwen2.5-Coder Technical Report
Reference 38
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Observation 31c0de53-121a-49ae-bbb0-42a42f0dd9ad · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks
Reference 39
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Observation 4d1ef0bc-5e82-4786-8628-28384b25c861 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions
Reference 40
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Observation 59c6076d-7ad4-4c7c-a9cb-efdf25bc4b63 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Large language models orchestrating structured reasoning achieve kaggle grandmaster level, 2024
Reference 41
Source-reported events for the cited work
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Observation d2673bba-c711-4404-942e-9786678d1f23 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Mlzero: A multi-agent system for end-to-end machine learning automation, 2025
Reference 42
Source-reported events for the cited work
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Observation 5b9671f7-7eea-41e9-8b86-596c976faaad · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Novelseek: When agent becomes the scientist – building closed-loop system from hypothesis to verification, 2025
Reference 43
Source-reported events for the cited work
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Observation 9400d726-a22d-49af-98d9-68eba5b4c5eb · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Ai-researcher: Autonomous scientific innovation, 2025
Reference 44
Source-reported events for the cited work
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Observation 5bf94a39-89dc-4d6b-abb3-6fb732fe9a12 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Star: Self-taught reasoner bootstrapping reasoning with reasoning
Reference 45
Source-reported events for the cited work
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Observation 899886cb-96d8-458c-b744-88883ae28ed6 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Reference 46
Source-reported events for the cited work
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Observation b56149ff-72ec-4d68-9260-0d8720042cc0 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Reflexion: Language agents with verbal reinforcement learning, 2023
Reference 47
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Observation 931b5620-baa9-4a0a-8a74-4a52cd545d21 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Self-Evolving Multi-Agent Collaboration Networks for Software Development
Reference 48
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Observation 1ac89be0-da4b-490b-9fe7-81e80ef60cfc · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning Alita: Generalist agent enabling scalable agentic reasoning with minimal predefinition and maximal self-evolution, 2025
Reference 49
Source-reported events for the cited work
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Observation 17d20baa-90fd-4c05-a94d-e0f51339143c · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning
Reference 50
Source-reported events for the cited work
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Observation dcc5011d-1568-490d-89b3-db39f3cd2bf9 · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning AgentGym: Evolving Large Language Model-based Agents across Diverse Environments
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcc13192-ba34-4adb-bd49-5f85ed8f2e7e · outbound
ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 52
Source-reported events for the cited work
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Observation 678ba9ab-2ace-4012-82d7-40dfbdfb81e3 · inbound
KompeteAI: Accelerated Autonomous Multi-Agent System for End-to-End Pipeline Generation for Machine Learning Problems ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 14
Source-reported events for the cited work
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Observation ab98348c-a87d-454a-ae3c-869c35827f01 · inbound
MachineLearningLM: Scaling Many-shot In-context Learning via Continued Pretraining ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
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Source-reported events for the cited work
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Observation 582e3f82-0839-4547-9f98-4c7b287c19a4 · inbound
NeuroWeaver: An Autonomous Evolutionary Agent for Exploring the Programmatic Space of EEG Analysis Pipelines ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
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Source-reported events for the cited work
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Observation af92d439-afa6-4569-94cf-8cefb0d164d3 · inbound
SciDER: Scientific Data-centric End-to-end Researcher ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 43
Source-reported events for the cited work
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Observation 2a4574c1-f0aa-422b-96a7-fb020fc66d1a · inbound
Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 19
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Observation 763a5f28-b648-4e5f-a25b-2e03ef785509 · inbound
Multivariable Painleve'-II equation: connection formulas for asymptotic solutions ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 35
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Observation 301c0128-c994-4f71-a9c7-66cc4a9d540c · inbound
AIRA_2: Overcoming Bottlenecks in AI Research Agents ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 15
Source-reported events for the cited work
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Observation 3211e3e3-a6f5-4c0c-9d17-2ad6a56cc336 · inbound
Toward Autonomous Long-Horizon Engineering for ML Research ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 11
Source-reported events for the cited work
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Observation 4c2c476a-57ec-4d5f-8cf6-9d486125ad1e · inbound
Toward Autonomous Long-Horizon Engineering for ML Research ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 11
Source-reported events for the cited work
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Observation 998811d5-7984-4514-ad4f-4f085c88717f · inbound
AIBuildAI: An AI Agent for Automatically Building AI Models ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 27
Source-reported events for the cited work
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Observation 51a755c4-fefa-412d-bd98-f482592c1c9a · inbound
EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 7
Source-reported events for the cited work
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Observation bd13f54d-76bd-4d8b-8ca5-55893764e829 · inbound
EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 20
Source-reported events for the cited work
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Observation 949e964f-646a-4cab-b2cb-ae1cb73627b6 · inbound
SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 21
Source-reported events for the cited work
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Observation 7848622e-45e8-4157-b0e7-429dfd86ee46 · inbound
ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 16
Source-reported events for the cited work
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Observation 663154c7-579a-476e-af7a-fdc6b2c30fc7 · inbound
ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 17
Source-reported events for the cited work
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Observation a0208dec-ee30-493b-b2bc-9a37eba5b346 · inbound
GEAR: Genetic AutoResearch for Agentic Code Evolution ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 13
Source-reported events for the cited work
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Observation c6ad2a42-525d-48a0-8171-295d1fbe96b2 · inbound
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 22
Source-reported events for the cited work
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Observation a9db3cac-01f8-4579-a4a1-87af99af9cd3 · inbound
AIBuildAI-2: A Knowledge-Enhanced Agent for Automatically Building AI Models ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 32
Source-reported events for the cited work
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Observation 1d176d61-b7b9-4d91-bdee-42b69971b002 · inbound
EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 37
Source-reported events for the cited work
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Observation 55bd829c-ef67-43eb-9e79-2013f83eab18 · inbound
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 14
Source-reported events for the cited work
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Observation 91775afc-beda-41fb-a1b2-cc7928ae5b2e · inbound
Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 134
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Observation f59459f5-0d1b-4b13-98a3-e6b04a517952 · inbound
LQCDMaster: Agentic Scientific Computing for Lattice Quantum Chromodynamics Research ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 15
Source-reported events for the cited work
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Observation 47ed4700-2382-485d-8a6d-862d9e29a233 · inbound
PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 76
Source-reported events for the cited work
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Observation 7c1bfa33-2170-4742-9a48-68f1d1cbd4d7 · inbound
RecHarness: A Bandit-Routed Agentic Harness for Self-Evolving Recommender Systems ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 23
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Observation 7d61f8e8-1309-4d5e-82cf-a4e83a7e1787 · inbound
Idea Search: Guiding Tree Search with Ideas to Explore Diverse Scientific Methods ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 13
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Observation 8ba0a8c5-4189-4549-997a-73b4de388fe2 · inbound
Recovering Wasted Compute in Autoresearch Agents ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 19
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Observation f9c7d4b0-0cb0-4cdb-8878-5417c7c59b5d · inbound
Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning
Reference 56
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